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Searchable Encryption remain to be one of the most widely required functionality of cloud storage. In this paper, we provide a security analysis of the popular schemes including the study of their implementation and security definitions. We cover Order Preserving Symmetric Encryption, Order Revealing Encryption and Partial Order Preserving Encoding.